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Language model architecture and training Our approach to generating metabolite-like chemical structures was based on the use of a language model to generate textual representations of molecules in the SMILES format 22 , a paradigm that has been extensively explored in the setting of molecular design over the past decade

Transwell chambers were assayed for cell invasion ability by applying 100 L of DMEM-diluted Matrigel gel (3:7 dilution) to the chambers to be checked and incubated at 37 C for 30 min to form a gel, then pre-treated MIA PaCa-2 and PANC-1 cells were resuspended with DMEM and spread in small chambers at 50000/well, and the lower chamber was placed in 20% FBS DMEM, incubated at 37C 5% CO 2 for 48 hours

10.1371/journal.pone.0074860 PLoS One Summary Keywords ubiquitination, deubiquitination, transcriptional regulation, molecular clock, protein homeostasis Citation Costanzo KM, Prifti MV, Todi SV and Mohan RD (2025) The ubiquitin-proteasome system in circadian regulation

Located on chromosome 3p21.3 , GPX1 protects vascular endothelium from oxidative injury and maintains cardiovascular health

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Muscle tissue is rich in blood vessels, so oxygen, nutrients and repair cells reach an injury quickly